Radiomics in PET Imaging:: A Practical Guide for Newcomers
- PMID: 34537132
- DOI: 10.1016/j.cpet.2021.06.007
Radiomics in PET Imaging:: A Practical Guide for Newcomers
Abstract
Radiomics has undergone considerable development in recent years. In PET imaging, very promising results concerning the ability of handcrafted features to predict the biological characteristics of lesions and to assess patient prognosis or response to treatment have been reported in the literature. This article presents a checklist for designing a reliable radiomic study, gives an overview of the steps of the pipeline, and outlines approaches for data harmonization. Tips are provided for critical reading of the content of articles. The advantages and limitations of handcrafted radiomics compared with deep-learning approaches for the characterization of PET images are also discussed.
Keywords: Harmonization; Heterogeneity; PET; Radiomics; Texture.
Copyright © 2021 Elsevier Inc. All rights reserved.
Conflict of interest statement
Disclosure The authors have nothing to disclose.
Comment in
-
Joint EANM/SNMMI guideline on radiomics in nuclear medicine : Jointly supported by the EANM Physics Committee and the SNMMI Physics, Instrumentation and Data Sciences Council.Eur J Nucl Med Mol Imaging. 2023 Jan;50(2):352-375. doi: 10.1007/s00259-022-06001-6. Epub 2022 Nov 3. Eur J Nucl Med Mol Imaging. 2023. PMID: 36326868 Free PMC article.